For only MDD included in test set (ALL-MDD), MGMT has an F1 score of 0.706 in the four-level depression severity classification, 0.913 in the binary classification of mild and severe depression, and 0.837 in the binary classification of identifying the presence of depressive symptoms. The gene discussed is MGMT; the disease is major depressive disorder.